Attrition EDA

Dataset statistics

Number of variables	20
Number of observations	4410
Missing cells	28
Missing cells (%)	< 0.1%
Duplicate rows	2912
Duplicate rows (%)	66.0%
Total size in memory	689.2 KiB
Average record size in memory	160.0 B

Variable types

NUM	10
CAT	9
BOOL	1

Reproduction

Analysis started	2020-07-25 02:14:49.681573
Analysis finished	2020-07-25 02:15:28.705953
Duration	39.02 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 2912 (66.0%) duplicate rows	Duplicates
`NumCompaniesWorked` has 586 (13.3%) zeros	Zeros
`TrainingTimesLastYear` has 162 (3.7%) zeros	Zeros
`YearsAtCompany` has 132 (3.0%) zeros	Zeros
`YearsSinceLastPromotion` has 1743 (39.5%) zeros	Zeros
`YearsWithCurrManager` has 789 (17.9%) zeros	Zeros

Age
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.923809523809524
Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.133301271
Coefficient of variation (CV)	0.2473553349
Kurtosis	-0.4059505398
Mean	36.92380952
Median Absolute Deviation (MAD)	6
Skewness	0.4130049527
Sum	162834
Variance	83.41719211

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
35	234	5.3%
34	231	5.2%
36	207	4.7%
31	207	4.7%
29	204	4.6%
32	183	4.1%
30	180	4.1%
38	174	3.9%
33	174	3.9%
40	171	3.9%
Other values (33)	2445	55.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	24	0.5%
19	27	0.6%
20	33	0.7%
21	39	0.9%
22	48	1.1%

Value	Count	Frequency (%)
60	15	0.3%
59	30	0.7%
58	42	1.0%
57	12	0.3%
56	42	1.0%

Attrition
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

0	3699
1	711

Frequency Table

Value	Count	Frequency (%)
0	3699	83.9%
1	711	16.1%

BusinessTravel
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Travel_Rarely	3129
Travel_Frequently	831
Non-Travel	450

Common Values
Length

Value	Count	Frequency (%)
Travel_Rarely	3129	71.0%
Travel_Frequently	831	18.8%
Non-Travel	450	10.2%

Length

Max length	17
Median length	13
Mean length	13.44761905
Min length	10

Department
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Research & Development	2883
Sales	1338
Human Resources	189

Common Values
Length

Value	Count	Frequency (%)
Research & Development	2883	65.4%
Sales	1338	30.3%
Human Resources	189	4.3%

Length

Max length	22
Median length	22
Mean length	16.54217687
Min length	5

DistanceFromHome
Real number (ℝ_≥0)

Distinct count	29
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.19251700680272
Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	14
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.105025519
Coefficient of variation (CV)	0.8816981805
Kurtosis	-0.2270453549
Mean	9.192517007
Median Absolute Deviation (MAD)	5
Skewness	0.9574657464
Sum	40539
Variance	65.69143866

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	633	14.4%
1	624	14.1%
10	258	5.9%
9	255	5.8%
7	252	5.7%
3	252	5.7%
8	240	5.4%
5	195	4.4%
4	192	4.4%
6	177	4.0%
Other values (19)	1332	30.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	624	14.1%
2	633	14.4%
3	252	5.7%
4	192	4.4%
5	195	4.4%

Value	Count	Frequency (%)
29	81	1.8%
28	69	1.6%
27	36	0.8%
26	75	1.7%
25	75	1.7%

Education
Categorical

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Bachelor	1716
Master	1194
College	846
Below College	510
Doctor	144

Common Values
Length

Value	Count	Frequency (%)
Bachelor	1716	38.9%
Master	1194	27.1%
College	846	19.2%
Below College	510	11.6%
Doctor	144	3.3%

Length

Max length	13
Median length	8
Mean length	7.779591837
Min length	6

EducationField
Categorical

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Life Sciences	1818
Medical	1392
Marketing	477
Technical Degree	396
Other	246

Common Values
Length

Value	Count	Frequency (%)
Life Sciences	1818	41.2%
Medical	1392	31.6%
Marketing	477	10.8%
Technical Degree	396	9.0%
Other	246	5.6%
Human Resources	81	1.8%

Length

Max length	16
Median length	13
Mean length	10.53333333
Min length	5

Gender
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Male	2646
Female	1764

Common Values
Length

Value	Count	Frequency (%)
Male	2646	60.0%
Female	1764	40.0%

Length

Max length	6
Median length	4
Mean length	4.8
Min length	4

JobLevel
Categorical

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Low	1629
Medium	1602
High	654
Very High	318
Exemplary	207

Common Values
Length

Value	Count	Frequency (%)
Low	1629	36.9%
Medium	1602	36.3%
High	654	14.8%
Very High	318	7.2%
Exemplary	207	4.7%

Length

Max length	9
Median length	4
Mean length	4.952380952
Min length	3

JobRole
Categorical

Distinct count	9
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Sales Executive	978
Research Scientist	876
Laboratory Technician	777
Manufacturing Director	435
Healthcare Representative	393
Other values (4)	951

Common Values
Length

Value	Count	Frequency (%)
Sales Executive	978	22.2%
Research Scientist	876	19.9%
Laboratory Technician	777	17.6%
Manufacturing Director	435	9.9%
Healthcare Representative	393	8.9%
Manager	306	6.9%
Sales Representative	249	5.6%
Research Director	240	5.4%
Human Resources	156	3.5%

Length

Max length	25
Median length	18
Mean length	18.0707483
Min length	7

MaritalStatus
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

Married	2019
Single	1410
Divorced	981

Common Values
Length

Value	Count	Frequency (%)
Married	2019	45.8%
Single	1410	32.0%
Divorced	981	22.2%

Length

Max length	8
Median length	7
Mean length	6.902721088
Min length	6

MonthlyIncome
Real number (ℝ_≥0)

Distinct count	1349
Unique (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65029.31292517007
Minimum	10090
Maximum	199990
Zeros	0
Zeros (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	10090
5-th percentile	20970
Q1	29110
median	49190
Q3	83800
95-th percentile	178560
Maximum	199990
Range	189900
Interquartile range (IQR)	54690

Descriptive statistics

Standard deviation	47068.88856
Coefficient of variation (CV)	0.7238103317
Kurtosis	1.000231855
Mean	65029.31293
Median Absolute Deviation (MAD)	21990
Skewness	1.368884163
Sum	286779270
Variance	2215480270

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23420	12	0.3%
61420	9	0.2%
27410	9	0.2%
24040	9	0.2%
26100	9	0.2%
23800	9	0.2%
55620	9	0.2%
34520	9	0.2%
63470	9	0.2%
25590	9	0.2%
Other values (1339)	4317	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10090	3	0.1%
10510	3	0.1%
10520	3	0.1%
10810	3	0.1%
10910	3	0.1%

Value	Count	Frequency (%)
199990	3	0.1%
199730	3	0.1%
199430	3	0.1%
199260	3	0.1%
198590	3	0.1%

NumCompaniesWorked
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.2%
Missing	19
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	2.6948303347756775
Minimum	0.0
Maximum	9.0
Zeros	586
Zeros (%)	13.3%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.498886889
Coefficient of variation (CV)	0.9272891345
Kurtosis	0.007287480878
Mean	2.694830335
Median Absolute Deviation (MAD)	1
Skewness	1.026766676
Sum	11833
Variance	6.244435683

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1558	35.3%
0	586	13.3%
3	474	10.7%
2	438	9.9%
4	415	9.4%
7	222	5.0%
6	208	4.7%
5	187	4.2%
9	156	3.5%
8	147	3.3%
(Missing)	19	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	586	13.3%
1	1558	35.3%
2	438	9.9%
3	474	10.7%
4	415	9.4%

Value	Count	Frequency (%)
9	156	3.5%
8	147	3.3%
7	222	5.0%
6	208	4.7%
5	187	4.2%

PercentSalaryHike
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.209523809523809
Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.659107516
Coefficient of variation (CV)	0.2405800183
Kurtosis	-0.3026383931
Mean	15.20952381
Median Absolute Deviation (MAD)	2
Skewness	0.8205689838
Sum	67074
Variance	13.38906782

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	630	14.3%
13	627	14.2%
14	603	13.7%
12	594	13.5%
15	303	6.9%
18	267	6.1%
17	246	5.6%
16	234	5.3%
19	228	5.2%
22	168	3.8%
Other values (5)	510	11.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	630	14.3%
12	594	13.5%
13	627	14.2%
14	603	13.7%
15	303	6.9%

Value	Count	Frequency (%)
25	54	1.2%
24	63	1.4%
23	84	1.9%
22	168	3.8%
21	144	3.3%

StockOptionLevel
Categorical

Distinct count	4
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.5 KiB

0	1893
1	1788
2	474
3	255

Common Values
Length

Value	Count	Frequency (%)
0	1893	42.9%
1	1788	40.5%
2	474	10.7%
3	255	5.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TotalWorkingYears
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	0.9%
Missing	9
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	11.279936378095888
Minimum	0.0
Maximum	40.0
Zeros	33
Zeros (%)	0.7%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.782222141
Coefficient of variation (CV)	0.6899172017
Kurtosis	0.9129359961
Mean	11.27993638
Median Absolute Deviation (MAD)	4
Skewness	1.116831796
Sum	49643
Variance	60.56298145

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	605	13.7%
6	375	8.5%
8	307	7.0%
9	287	6.5%
5	264	6.0%
7	243	5.5%
1	242	5.5%
4	189	4.3%
12	144	3.3%
3	126	2.9%
Other values (30)	1619	36.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	0.7%
1	242	5.5%
2	93	2.1%
3	126	2.9%
4	189	4.3%

Value	Count	Frequency (%)
40	6	0.1%
38	3	0.1%
37	12	0.3%
36	18	0.4%
35	9	0.2%

TrainingTimesLastYear
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7993197278911564
Minimum	0
Maximum	6
Zeros	162
Zeros (%)	3.7%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.28897817
Coefficient of variation (CV)	0.4604612174
Kurtosis	0.4911489985
Mean	2.799319728
Median Absolute Deviation (MAD)	1
Skewness	0.5527476257
Sum	12345
Variance	1.661464722

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	1641	37.2%
3	1473	33.4%
4	369	8.4%
5	357	8.1%
1	213	4.8%
6	195	4.4%
0	162	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	162	3.7%
1	213	4.8%
2	1641	37.2%
3	1473	33.4%
4	369	8.4%

Value	Count	Frequency (%)
6	195	4.4%
5	357	8.1%
4	369	8.4%
3	1473	33.4%
2	1641	37.2%

YearsAtCompany
Real number (ℝ_≥0)

ZEROS

Distinct count	37
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.0081632653061225
Minimum	0
Maximum	40
Zeros	132
Zeros (%)	3.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.125135445
Coefficient of variation (CV)	0.8740001072
Kurtosis	3.923864205
Mean	7.008163265
Median Absolute Deviation (MAD)	3
Skewness	1.763328232
Sum	30906
Variance	37.51728422

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	588	13.3%
1	513	11.6%
3	384	8.7%
2	381	8.6%
10	360	8.2%
4	330	7.5%
7	270	6.1%
9	246	5.6%
8	240	5.4%
6	228	5.2%
Other values (27)	870	19.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	132	3.0%
1	513	11.6%
2	381	8.6%
3	384	8.7%
4	330	7.5%

Value	Count	Frequency (%)
40	3	0.1%
37	3	0.1%
36	6	0.1%
34	3	0.1%
33	15	0.3%

YearsSinceLastPromotion
Real number (ℝ_≥0)

ZEROS

Distinct count	16
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1877551020408164
Minimum	0
Maximum	15
Zeros	1743
Zeros (%)	39.5%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.221699321
Coefficient of variation (CV)	1.4726051
Kurtosis	3.601760518
Mean	2.187755102
Median Absolute Deviation (MAD)	1
Skewness	1.982939156
Sum	9648
Variance	10.37934651

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1743	39.5%
1	1071	24.3%
2	477	10.8%
7	228	5.2%
4	183	4.1%
3	156	3.5%
5	135	3.1%
6	96	2.2%
11	72	1.6%
8	54	1.2%
Other values (6)	195	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1743	39.5%
1	1071	24.3%
2	477	10.8%
3	156	3.5%
4	183	4.1%

Value	Count	Frequency (%)
15	39	0.9%
14	27	0.6%
13	30	0.7%
12	30	0.7%
11	72	1.6%

YearsWithCurrManager
Real number (ℝ_≥0)

ZEROS

Distinct count	18
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.12312925170068
Minimum	0
Maximum	17
Zeros	789
Zeros (%)	17.9%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.567326744
Coefficient of variation (CV)	0.8651988638
Kurtosis	0.1679485428
Mean	4.123129252
Median Absolute Deviation (MAD)	3
Skewness	0.8328836111
Sum	18183
Variance	12.7258201

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	1032	23.4%
0	789	17.9%
7	648	14.7%
3	426	9.7%
8	321	7.3%
4	294	6.7%
1	228	5.2%
9	192	4.4%
5	93	2.1%
6	87	2.0%
Other values (8)	300	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	789	17.9%
1	228	5.2%
2	1032	23.4%
3	426	9.7%
4	294	6.7%

Value	Count	Frequency (%)
17	21	0.5%
16	6	0.1%
15	15	0.3%
14	15	0.3%
13	42	1.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Age	Attrition	BusinessTravel	Department	DistanceFromHome	Education	EducationField	Gender	JobLevel	JobRole	MaritalStatus	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsSinceLastPromotion	YearsWithCurrManager
0	51	0	Travel_Rarely	Sales	6	College	Life Sciences	Female	Low	Healthcare Representative	Married	131160	1.0	11	0	1.0	6	1	0	0
1	31	1	Travel_Frequently	Research & Development	10	Below College	Life Sciences	Female	Low	Research Scientist	Single	41890	0.0	23	1	6.0	3	5	1	4
2	32	0	Travel_Frequently	Research & Development	17	Master	Other	Male	Very High	Sales Executive	Married	193280	1.0	15	3	5.0	2	5	0	3
3	38	0	Non-Travel	Research & Development	2	Doctor	Life Sciences	Male	High	Human Resources	Married	83210	3.0	11	3	13.0	5	8	7	5
4	32	0	Travel_Rarely	Research & Development	10	Below College	Medical	Male	Low	Sales Executive	Single	23420	4.0	12	2	9.0	2	6	0	4
5	46	0	Travel_Rarely	Research & Development	8	Bachelor	Life Sciences	Female	Very High	Research Director	Married	40710	3.0	13	0	28.0	5	7	7	7
6	28	1	Travel_Rarely	Research & Development	11	College	Medical	Male	Medium	Sales Executive	Single	58130	2.0	20	1	5.0	2	0	0	0
7	29	0	Travel_Rarely	Research & Development	18	Bachelor	Life Sciences	Male	Medium	Sales Executive	Married	31430	2.0	22	3	10.0	2	0	0	0
8	31	0	Travel_Rarely	Research & Development	1	Bachelor	Life Sciences	Male	High	Laboratory Technician	Married	20440	0.0	21	0	10.0	2	9	7	8
9	25	0	Non-Travel	Research & Development	7	Master	Medical	Female	Very High	Laboratory Technician	Divorced	134640	1.0	13	1	6.0	2	6	1	5

Last rows

	Age	Attrition	BusinessTravel	Department	DistanceFromHome	Education	EducationField	Gender	JobLevel	JobRole	MaritalStatus	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsSinceLastPromotion	YearsWithCurrManager
4400	37	0	Travel_Rarely	Research & Development	22	Doctor	Medical	Female	Medium	Manufacturing Director	Married	30550	2.0	14	3	17.0	3	3	0	2
4401	45	0	Travel_Frequently	Sales	21	Below College	Marketing	Male	High	Research Scientist	Married	22890	4.0	13	0	9.0	3	3	0	2
4402	37	1	Travel_Frequently	Sales	2	Bachelor	Marketing	Male	Low	Laboratory Technician	Divorced	40010	6.0	11	1	17.0	2	1	0	0
4403	39	0	Travel_Frequently	Research & Development	22	Bachelor	Medical	Female	Low	Manufacturing Director	Single	129650	0.0	19	1	20.0	2	19	11	8
4404	29	0	Travel_Rarely	Sales	4	Bachelor	Other	Female	Medium	Human Resources	Single	35390	1.0	18	0	6.0	2	6	1	5
4405	42	0	Travel_Rarely	Research & Development	5	Master	Medical	Female	Low	Research Scientist	Single	60290	3.0	17	1	10.0	5	3	0	2
4406	29	0	Travel_Rarely	Research & Development	2	Master	Medical	Male	Low	Laboratory Technician	Divorced	26790	2.0	15	0	10.0	2	3	0	2
4407	25	0	Travel_Rarely	Research & Development	25	College	Life Sciences	Male	Medium	Sales Executive	Married	37020	0.0	20	0	5.0	4	4	1	2
4408	42	0	Travel_Rarely	Sales	18	College	Medical	Male	Low	Laboratory Technician	Divorced	23980	0.0	14	1	10.0	2	9	7	8
4409	40	0	Travel_Rarely	Research & Development	28	Bachelor	Medical	Male	Medium	Laboratory Technician	Divorced	54680	0.0	12	0	NaN	6	21	3	9

Most frequent

	Age	Attrition	BusinessTravel	Department	DistanceFromHome	Education	EducationField	Gender	JobLevel	JobRole	MaritalStatus	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsWithCurrManager	count
0	18	0	Non-Travel	Research & Development	1	Master	Medical	Male	Medium	Sales Executive	Single	27200	1.0	22	1	0.0	2	0	0	3
1	18	0	Non-Travel	Research & Development	2	Bachelor	Life Sciences	Male	High	Sales Representative	Single	186060	1.0	24	2	0.0	4	0	0	3
2	18	0	Non-Travel	Sales	5	Master	Other	Male	Medium	Manager	Single	32300	1.0	12	1	0.0	3	0	0	3
3	18	0	Travel_Rarely	Sales	7	Bachelor	Life Sciences	Male	Low	Research Scientist	Single	38120	1.0	15	0	0.0	3	0	0	3
4	18	1	Non-Travel	Research & Development	2	Master	Medical	Male	High	Laboratory Technician	Single	109650	1.0	18	0	0.0	5	0	0	3
5	18	1	Travel_Frequently	Research & Development	2	Bachelor	Technical Degree	Male	Low	Sales Executive	Single	34680	1.0	18	2	0.0	4	0	0	3
7	18	1	Travel_Rarely	Research & Development	1	Master	Life Sciences	Male	Low	Sales Executive	Single	23350	1.0	14	2	0.0	3	0	0	3
8	19	0	Travel_Rarely	Research & Development	1	Bachelor	Other	Female	Exemplary	Manufacturing Director	Single	152020	1.0	18	3	1.0	2	1	0	3
9	19	0	Travel_Rarely	Research & Development	23	Master	Life Sciences	Male	Medium	Laboratory Technician	Single	191970	1.0	12	0	1.0	2	1	0	3
10	19	0	Travel_Rarely	Sales	2	Master	Marketing	Male	High	Laboratory Technician	Single	115570	1.0	22	0	1.0	0	1	1	3

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent